Awesome
docker-jupyter-dl-gpu
GPU-enabled docker image for deep learning.
The image provides a complete environment for deep learning in pytorch, including ipython, conda, cuda, pytorch, torchvision, tensorboard, numpy, pandas, scipy, matplotlib, seaborn, and many more (see below for a full package list).
This image is fully compatible as the user image for a JupyterHub deployment.
Prerequisites
- docker
- (optional) nvidia-docker - required to run on GPU
Usage
Jupyter:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest
Jupyter lab:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest jupyter lab
IPython:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest ipython
Bash:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest bash
Depending on your system's configuration, you may need to call nvidia-docker instead of docker or specify nvidia as the docker runtime.
Complete package list
Below is a complete list of conda packages installed in the image:
Name | Version | Build | Channel |
---|---|---|---|
_libgcc_mutex | 0.1 | main | defaults |
alembic | 1.2.0 | py_0 | conda-forge |
asn1crypto | 0.24.0 | py37_1003 | conda-forge |
async_generator | 1.10 | py_0 | conda-forge |
attrs | 19.1.0 | py_0 | conda-forge |
backcall | 0.1.0 | py_0 | conda-forge |
beautifulsoup4 | 4.8.0 | py37_0 | conda-forge |
blas | 2.12 | openblas | conda-forge |
bleach | 3.1.0 | py_0 | conda-forge |
blinker | 1.4 | py_1 | conda-forge |
bokeh | 1.3.4 | py37_0 | conda-forge |
bzip2 | 1.0.8 | h516909a_1 | conda-forge |
ca-certificates | 2019.9.11 | hecc5488_0 | conda-forge |
certifi | 2019.9.11 | py37_0 | conda-forge |
certipy | 0.1.3 | py_0 | conda-forge |
cffi | 1.12.3 | py37h8022711_0 | conda-forge |
chardet | 3.0.4 | py37_1003 | conda-forge |
click | 7.0 | py_0 | conda-forge |
cloudpickle | 1.2.2 | py_0 | conda-forge |
conda | 4.7.10 | py37_0 | conda-forge |
conda-package-handling | 1.6.0 | py37h516909a_0 | conda-forge |
configurable-http-proxy | 4.1.0 | node11_1 | conda-forge |
cryptography | 2.7 | py37h72c5cf5_0 | conda-forge |
cudatoolkit | 10.0.130 | 0 | defaults |
cycler | 0.10.0 | py_1 | conda-forge |
cython | 0.29.13 | py37he1b5a44_0 | conda-forge |
cytoolz | 0.10.0 | py37h516909a_0 | conda-forge |
dask | 2.2.0 | py_0 | conda-forge |
dask-core | 2.2.0 | py_0 | conda-forge |
decorator | 4.4.0 | py_0 | conda-forge |
defusedxml | 0.5.0 | py_1 | conda-forge |
dill | 0.3.0 | py37_2 | conda-forge |
distributed | 2.4.0 | py_0 | conda-forge |
entrypoints | 0.3 | py37_1000 | conda-forge |
fastcache | 1.1.0 | py37h516909a_0 | conda-forge |
freetype | 2.10.0 | he983fc9_1 | conda-forge |
fsspec | 0.5.1 | py_0 | conda-forge |
future | 0.17.1 | pypi_0 | pypi |
gmp | 6.1.2 | hf484d3e_1000 | conda-forge |
gmpy2 | 2.1.0b1 | py37h04dde30_0 | conda-forge |
h5py | 2.9.0 | nompi_py37h513d04c_1104 | conda-forge |
hdf5 | 1.10.5 | nompi_h3c11f04_1103 | conda-forge |
heapdict | 1.0.0 | py37_1000 | conda-forge |
icu | 64.2 | he1b5a44_1 | conda-forge |
idna | 2.8 | py37_1000 | conda-forge |
imageio | 2.5.0 | py37_0 | conda-forge |
intel-openmp | 2019.5 | 281 | defaults |
ipykernel | 5.1.2 | py37h5ca1d4c_0 | conda-forge |
ipython | 7.8.0 | py37h5ca1d4c_0 | conda-forge |
ipython_genutils | 0.2.0 | py_1 | conda-forge |
ipywidgets | 7.5.1 | py_0 | conda-forge |
jedi | 0.15.1 | py37_0 | conda-forge |
jinja2 | 2.10.1 | py_0 | conda-forge |
joblib | 0.13.2 | py_0 | conda-forge |
jpeg | 9c | h14c3975_1001 | conda-forge |
json5 | 0.8.5 | py_0 | conda-forge |
jsonschema | 3.0.2 | py37_0 | conda-forge |
jupyter_client | 5.3.1 | py_0 | conda-forge |
jupyter_core | 4.4.0 | py_0 | conda-forge |
jupyterhub | 1.0.0 | py37_0 | conda-forge |
jupyterlab | 1.1.3 | pyhf63ae98_0 | defaults |
jupyterlab_server | 1.0.6 | py_0 | conda-forge |
kiwisolver | 1.1.0 | py37hc9558a2_0 | conda-forge |
krb5 | 1.16.3 | h05b26f9_1001 | conda-forge |
libblas | 3.8.0 | 12_openblas | conda-forge |
libcblas | 3.8.0 | 12_openblas | conda-forge |
libcurl | 7.65.3 | hda55be3_0 | conda-forge |
libedit | 3.1.20170329 | hf8c457e_1001 | conda-forge |
libffi | 3.2.1 | he1b5a44_1006 | conda-forge |
libgcc-ng | 9.1.0 | hdf63c60_0 | defaults |
libgfortran-ng | 7.3.0 | hdf63c60_0 | defaults |
liblapack | 3.8.0 | 12_openblas | conda-forge |
liblapacke | 3.8.0 | 12_openblas | conda-forge |
libopenblas | 0.3.7 | h6e990d7_1 | conda-forge |
libpng | 1.6.37 | hed695b0_0 | conda-forge |
libprotobuf | 3.9.2 | h8b12597_0 | conda-forge |
libsodium | 1.0.17 | h516909a_0 | conda-forge |
libssh2 | 1.8.2 | h22169c7_2 | conda-forge |
libstdcxx-ng | 9.1.0 | hdf63c60_0 | defaults |
libtiff | 4.0.10 | h57b8799_1003 | conda-forge |
llvmlite | 0.29.0 | py37hfd453ef_1 | conda-forge |
locket | 0.2.0 | py_2 | conda-forge |
lz4-c | 1.8.3 | he1b5a44_1001 | conda-forge |
mako | 1.1.0 | py_0 | conda-forge |
markdown | 3.1.1 | py_0 | conda-forge |
markupsafe | 1.1.1 | py37h14c3975_0 | conda-forge |
matplotlib-base | 3.1.1 | py37he7580a8_1 | conda-forge |
mistune | 0.8.4 | py37h14c3975_1000 | conda-forge |
mkl | 2019.4 | 243 | defaults |
mpc | 1.1.0 | hb20f59a_1006 | conda-forge |
mpfr | 4.0.2 | ha14ba45_0 | conda-forge |
mpmath | 1.1.0 | py_0 | conda-forge |
msgpack-python | 0.6.2 | py37hc9558a2_0 | conda-forge |
nbconvert | 5.6.0 | py37_1 | conda-forge |
nbformat | 4.4.0 | py_1 | conda-forge |
ncurses | 6.1 | hf484d3e_1002 | conda-forge |
networkx | 2.3 | py_0 | conda-forge |
ninja | 1.9.0 | h6bb024c_0 | conda-forge |
nodejs | 11.14.0 | he1b5a44_1 | conda-forge |
notebook | 6.0.0 | py37_0 | defaults |
numba | 0.45.1 | py37hb3f55d8_0 | conda-forge |
numexpr | 2.6.9 | py37h637b7d7_1000 | conda-forge |
numpy | 1.16.5 | py37h99e49ec_0 | defaults |
numpy-base | 1.16.5 | py37h2f8d375_0 | defaults |
oauthlib | 3.0.1 | py_0 | conda-forge |
olefile | 0.46 | py_0 | conda-forge |
openssl | 1.1.1c | h516909a_0 | conda-forge |
packaging | 19.2 | py_0 | conda-forge |
pamela | 1.0.0 | py_0 | conda-forge |
pandas | 0.24.2 | py37hb3f55d8_0 | conda-forge |
pandoc | 2.7.3 | 0 | conda-forge |
pandocfilters | 1.4.2 | py_1 | conda-forge |
parso | 0.5.1 | py_0 | conda-forge |
partd | 1.0.0 | py_0 | conda-forge |
patsy | 0.5.1 | py_0 | conda-forge |
pexpect | 4.7.0 | py37_0 | conda-forge |
pickleshare | 0.7.5 | py37_1000 | conda-forge |
pillow | 6.1.0 | py37h6b7be26_1 | conda-forge |
pip | 19.2.3 | py37_0 | conda-forge |
prometheus_client | 0.7.1 | py_0 | conda-forge |
prompt_toolkit | 2.0.9 | py_0 | conda-forge |
protobuf | 3.9.2 | py37he1b5a44_0 | conda-forge |
psutil | 5.6.3 | py37h516909a_0 | conda-forge |
ptyprocess | 0.6.0 | py_1001 | conda-forge |
pycosat | 0.6.3 | py37h14c3975_1001 | conda-forge |
pycparser | 2.19 | py37_1 | conda-forge |
pycurl | 7.43.0.2 | py37h16ce93b_1 | conda-forge |
pygments | 2.4.2 | py_0 | conda-forge |
pyjwt | 1.7.1 | py_0 | conda-forge |
pyopenssl | 19.0.0 | py37_0 | conda-forge |
pyparsing | 2.4.2 | py_0 | conda-forge |
pyrsistent | 0.15.4 | py37h516909a_0 | conda-forge |
pysocks | 1.7.1 | py37_0 | conda-forge |
python | 3.7.3 | h33d41f4_1 | conda-forge |
python-dateutil | 2.8.0 | py_0 | conda-forge |
python-editor | 1.0.4 | py_0 | conda-forge |
pytorch | 1.2.0 | py3.7_cuda10.0.130_cudnn7.6.2_0 | pytorch |
pytz | 2019.2 | py_0 | conda-forge |
pywavelets | 1.0.3 | py37hd352d35_1 | conda-forge |
pyyaml | 5.1.2 | py37h516909a_0 | conda-forge |
pyzmq | 18.1.0 | py37h1768529_0 | conda-forge |
readline | 8.0 | hf8c457e_0 | conda-forge |
requests | 2.22.0 | py37_1 | conda-forge |
ruamel_yaml | 0.15.71 | py37h14c3975_1000 | conda-forge |
scikit-image | 0.15.0 | py37hb3f55d8_2 | conda-forge |
scikit-learn | 0.21.3 | py37hcdab131_0 | conda-forge |
scipy | 1.3.1 | py37h921218d_2 | conda-forge |
seaborn | 0.9.0 | py_1 | conda-forge |
send2trash | 1.5.0 | py_0 | conda-forge |
setuptools | 41.2.0 | py37_0 | conda-forge |
six | 1.12.0 | py37_1000 | conda-forge |
sortedcontainers | 2.1.0 | py_0 | conda-forge |
soupsieve | 1.9.3 | py37_0 | conda-forge |
sqlalchemy | 1.3.8 | py37h516909a_0 | conda-forge |
sqlite | 3.29.0 | hcee41ef_1 | conda-forge |
statsmodels | 0.10.1 | py37hc1659b7_0 | conda-forge |
sympy | 1.4 | py37_0 | conda-forge |
tblib | 1.4.0 | py_0 | conda-forge |
tensorboard | 1.14.0 | py37_0 | conda-forge |
terminado | 0.8.2 | py37_0 | conda-forge |
testpath | 0.4.2 | py_1001 | conda-forge |
tini | 0.18.0 | h14c3975_1001 | conda-forge |
tk | 8.6.9 | hed695b0_1003 | conda-forge |
toolz | 0.10.0 | py_0 | conda-forge |
torchvision | 0.4.0 | py37_cu100 | pytorch |
tornado | 6.0.3 | py37h516909a_0 | conda-forge |
tqdm | 4.36.1 | py_0 | conda-forge |
traitlets | 4.3.2 | py37_1000 | conda-forge |
urllib3 | 1.25.5 | py37_0 | conda-forge |
vincent | 0.4.4 | py_1 | conda-forge |
wcwidth | 0.1.7 | py_1 | conda-forge |
webencodings | 0.5.1 | py_1 | conda-forge |
werkzeug | 0.16.0 | py_0 | conda-forge |
wheel | 0.33.6 | py37_0 | conda-forge |
widgetsnbextension | 3.5.1 | py37_0 | conda-forge |
xlrd | 1.2.0 | py_0 | conda-forge |
xz | 5.2.4 | h14c3975_1001 | conda-forge |
yaml | 0.1.7 | h14c3975_1001 | conda-forge |
zeromq | 4.3.2 | he1b5a44_2 | conda-forge |
zict | 1.0.0 | py_0 | conda-forge |
zlib | 1.2.11 | h516909a_1006 | conda-forge |
zstd | 1.4.0 | h3b9ef0a_0 | conda-forge |